Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419565	CLM	Andrea Russell	1944-08-16	UHC-54510-32	—	8847 Apache Blvd # 841, Plano, TX, 75059	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-417233	CLM	Charles Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431039	CLM	Ortega N Madison	2006-08-14	—	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426140	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426139	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415187	CLM	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd, Eden Prairie, MN, 55345	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415010	CLM	Sofia Rice	1966-12-03	UHC-06230-57	3743116283	7745 Meadow Ln, Charlotte, NC, 28250	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426500	CLM	Gregory Alvraez	1982-03-27	—	2565908925	1067 Oak St Apt 2, Tempe, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410267	CLM	Michael B Evans	2006-09-04	—	9145837414	8354 Maple Ave, Orlando, FL, 32856	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419777	CLM	Marcus Stone	1945-07-21	UHC-59211-18	—	7056 Pine Dr, Tucson, AZ	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410403	CLM	Michael Willis	1983-03-07	—	9113124229	6056 Lake View Rd # 511, Las Vegas, NV, 89157	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423633	CLM	Ryan Hill	1997-08-08	UHC-00515-59	—	196 Highland Ave, Tucson, AZ, 85760	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407682	CLM	Megan Z Carr	1926-08-16	UHC-74416-41	8856608089	2579 Meadow Ln, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411709	CLM	Anthony Carr	—	—	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407122	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	—	1512 Camelback Rd, Scottsdale, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429317	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429316	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-408214	CLM	Jean Z Ford	1987-02-01	—	—	4871 Pine Dr, San Antonio, TX, 78246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414450	CLM	Ashley Valdez	1999-02-10	—	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416433	CLM	Douglas Burns	1994-09-24	UHC-49808-01	7322222190	3300 Mesa Dr, San Antonio, TX, 78276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429708	CLM	Stephen Harris	1981-05-01	UHC-18032-11	—	9649 River Rd # 128, Chandler, AZ, 85246	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415960	CLM	Marilyn Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405311	CLM	Logan Williams	1942-05-11	UHC-25542-30	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418176	CLM	Michael Diiaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432651	CLM	Omar Brown	1963-04-25	—	5175460617	305 Bayshore Dr, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427554	CLM	Anthony C Oliver	1962-09-24	UHC-51791-98	—	611 Lincoln Way, Sacramento, CA, 95833	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417236	CLM	Douglas Rivera	1976-07-10	UHC-47071-90	5579884573	4178 Cedar Ln, Columbus, OH, 43240	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420991	CLM	Gregory Contreras	1990-10-04	UHC-39315-75	8263552504	5978 Mesa Dr # 834, Tampa, FL, 33630	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408645	CLM	Nicholas G Lane	2006-12-14	—	—	7666 Church St, Phoenix, AZ, 85036	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-409216	CLM	Kyyle Day	1971-05-18	UHC-43152-51	3544884725	1724 Jefferson Ave, San Diego, CA, 92188	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425924	CLM	Abigail Luna	1954-12-16	—	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410320	CLM	Mark S Evans	1965-11-08	—	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430370	CLM	Kathryn Obrien	—	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-413035	CLM	Christian Hernandez	1951-03-27	UHC-41092-13	—	1662 Pine Dr, Las Vegas, NV, 89171	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427113	CLM	Jeremy B Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410659	CLM	Julie Hoffman	1978-05-02	UHC-64890-56	3263748894	9685 Elm St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407221	CLM	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428675	CLM	Joe Perry	1940-12-09	UHC-87923-85	5905279824	4480 Willow Ct Apt 16, Denver, CO, 80275	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416415	CLM	Santiago Edwards	2001-03-24	—	—	1283 Main St, Dallas, TX, 75248	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424671	CLM	Kennedy Valentina	1943-08-06	UHC-03137-73	—	5500 Ocean Ave, Glendale, AZ, 85369	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430746	CLM	Maria Schmidt	1957-04-28	UHC-24260-23	9489914605	8387 Willow Ct, Columbus, OH, 43200	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409718	CLM	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 16, Charlotte, NC, 28210	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421588	CLM	Patty Ellis	1976-10-19	—	—	8285 Church St, Fresno, CA, 93756	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413870	CLM	Teresa Castro	1974-07-06	UHC-25853-30	5968562151	324 Ridge Rd, Tampa, FL, 33656	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426390	CLM	Debra Sullivan	2002-06-28	UHC-69005-94	8518981416	9094 Union St # 225, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407915	CLM	Gabriel Y Castro	1938-06-04	—	—	7898 Union St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409984	CLM	Stephen McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415809	CLM	Fatima Moreno	1957-07-16	—	7582291647	7442 Oak St, Denver, CO, 80254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420399	CLM	Justin Z Murphy	1997-05-10	—	—	6689 Ridge Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427017	CLM	Richard F James	1974-11-02	—	6854676221	3898 Highland Ave, Houston, TX, 77095	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

30,862 rows, page 90 of 618Previous Next